Persistent Digital Identifiers (UIDs)
ORCID :
https://orcid.org/0009-0002-7259-9457
Subject Area
Biological Oceanography, Marine Ecology
Fisheries, Aquaculture
Activities
My research activities focus on the environmental monitoring of coastal ecosystems through the integration of remote sensing, spectral analysis, and geospatial processing tools. My work emphasizes the early detection, characterization, and spatiotemporal analysis of harmful algal blooms (HABs) in coastal regions of the Mexican Pacific, with particular emphasis on Mazatlán Bay.
I integrate high-resolution multispectral satellite imagery, particularly from the Sentinel-2 sensor, with in situ observations to assess water quality, estimate chlorophyll concentrations, and analyze HAB dynamics. To achieve this, I employ spectral indices, statistical analysis, and machine learning techniques aimed at developing early warning tools that support coastal environmental management and decision-making.
Complementarily, I use unmanned aerial systems (drones) to support satellite data validation and to document HAB events at local scales, strengthening data interpretation and high-resolution monitoring capabilities.
Additionally, I work on the development of spectral signature libraries derived from HAB events and microalgae cultures, with the aim of improving the discrimination of algal communities and enhancing future remote sensing applications for coastal monitoring.
These activities align with thematic areas such as coastal and marine ecosystem monitoring, ocean Earth observation, marine biodiversity, and the development of technological innovations for environmental sustainability.
Skills
Remote Sensing and Geospatial Analysis
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Processing and analysis of multispectral satellite imagery (Sentinel-2).
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Application of spectral indices for water quality monitoring and algal bloom detection.
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Spatiotemporal analysis of coastal ecosystems using cloud-based platforms (Google Earth Engine).
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Generation and interpretation of spectral signatures.
Coastal Environmental Monitoring
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Water quality assessment and chlorophyll estimation.
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Early detection and monitoring of harmful algal blooms (HABs).
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Integration of satellite data, in situ observations, and drones for multiscale monitoring.
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Documentation and validation of environmental events using unmanned aerial systems.
Data Analysis and Modeling
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Statistical analysis applied to environmental datasets.
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Application of machine learning algorithms for classification and pattern detection.
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Management and processing of environmental databases.
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Development of spectral libraries for algal community discrimination.
Tools and Programming
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Google Earth Engine (GEE).
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R for statistical analysis and data visualization.
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QGIS and Google Earth for spatial analysis and cartography.
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Advanced use of Microsoft Excel for data organization and analysis.
Scientific Communication
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Scientific writing and technical report preparation.
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Development of thematic maps and scientific visualizations.
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Presentation of results to academic and technical audiences.
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Teaching and training in remote sensing tools.
Comment(s)
Interested in collaborating on projects focused on the monitoring and management of coastal ecosystems through remote sensing, spectral analysis, and field observations. My work emphasizes the early detection of harmful algal blooms, water quality assessment, and satellite data validation supported by drones. I aim to contribute to the development of early warning tools and to strengthen the conservation and sustainable management of marine resources.
